{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Josephson Junction (Manhattan) \n",
    "\n",
    "We'll be creating a Manhattan style Josephson Junction.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# So, let us dive right in. For convenience, let's begin by enabling\n",
    "# automatic reloading of modules when they change.\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import qiskit_metal as metal\n",
    "from qiskit_metal import designs, draw\n",
    "from qiskit_metal import MetalGUI, Dict, open_docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Each time you create a new quantum circuit design, \n",
    "# you start by instantiating a QDesign class. \n",
    "\n",
    "# The design class `DesignPlanar` is best for 2D circuit designs.\n",
    "\n",
    "design = designs.DesignPlanar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Launch Qiskit Metal GUI to interactively view, edit, and simulate QDesign: Metal GUI\n",
    "gui = MetalGUI(design)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A manhattan style josephson junction\n",
    "\n",
    "You can create a manhattan style josephson junction from the QComponent Library, `qiskit_metal.qlibrary.qubits`. \n",
    "`jj_manhattan.py` is the file containing our josephson junction so `jj_manhattan` is the module we import. \n",
    "The `jj_manhattan` class is our josephson junction.  Like all quantum components, `jj_manhattan` inherits from `QComponent`. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit_metal.qlibrary.qubits.JJ_Manhattan import jj_manhattan\n",
    "\n",
    "# Be aware of the default_options that can be overridden by user.\n",
    "design.overwrite_enabled = True\n",
    "jj2 = jj_manhattan(design, 'JJ2', options=dict(pos_x=\"0.1\", pos_y=\"0.0\"))\n",
    "gui.rebuild()\n",
    "gui.autoscale()\n",
    "gui.zoom_on_components(['JJ2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Save screenshot as a .png formatted file.\n",
    "\n",
    "gui.screenshot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "nbsphinx-thumbnail"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aNat2vLW1NSZNmhQREZMmTbKUAQAA4CSUBAblcrlfTYRk4J0sfahfHtDoK2nT6PvRGBg21G9L2ahtS0tLLRzo6+uLSqVSm41Qv4XjSM0+qNf0yOLmm2+OG2+8MRYuXBgXXXRRPPjgg/H666/HsmXLIiLi9ttvj23btsV3vvOdiIhYtmxZ3H///bFy5cpYunRpPPnkk7FmzZp48MEHIyKira0tFixY0O892tvbIyIGHQcAAICIf6s9kMvlolQqRblcri1XSIobJp/0N1IfGjRa0lAfBCQzBY60tL++BkOlUqnVb0jOTeob5HK5huFBUvsgqZkwGpoeIlx33XWxa9euuPPOO2P79u1xzjnnxNq1a2P27NkREbF9+/bYunVrrf2cOXNi7dq1sXLlyli9enWceuqpcdddd8XVV1/d7K4BAABwkslms9Ha2hr5fL4WJCShQi6Xq30NDBPqQ4JkCUFSoLHR0oZGBi6dqFarkc1ma++XhAX1AUS1Wq1t/VgfHiThwkgXghxoWBZP3HTTTXHTTTc1fO3+++8fdOyyyy6LDRs2pL5+o2sAAADAUJKwIAkTkgKKlUqlVjMhGdw3mjGQzGw4mh0dkusm4UWypCKZSZAEF8msg/qCi/UzKcZCeJAY2QoMAAAAMIqSQXn9wD3ZuaHRdpDJjICIf1uOUD8b4UgGbtGYyWRqSxTqjyeSGQqjVfPgSIQIAAAAnHSSkCCfz9d2PkgCheTPAyWD//pdE4YKE+pDgvodIPr6+qK3t7f288BZEEcTUIwGIQIAAAAnrfrZBYVCoVbHYOBMgfrtGetDgUYD/qGKMA6cyZAsUziaJRKjTYgAAAAA/6p+ZkDE0NtADnyt/vzk++G+jldCBAAAABhCmkH/UDMPTkRCBAAAADgGJ3JoMNDYK/UIAAAAjElCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqwxIirF69OhYsWBAdHR2xePHi2LBhw2HbP/roo7F48eLo6OiIc889Nx544IF+r//1X/91XHbZZXH66adHZ2dnXHrppfGXf/mXw9F1AAAAYAhNDxEeeuihuOWWW2LFihWxYcOGWLRoUVxzzTWxdevWhu1feeWVuPbaa2PRokWxYcOGWL58eaxYsSIefvjhWpupU6fGihUrYt26dfHEE0/EJz/5yfiDP/iD+MlPftLs7gMAAABDaHqIcN9998UNN9wQS5cujfnz58eqVavi9NNPHzS7IPHd7343Zs2aFatWrYr58+fH0qVL41Of+lR885vfrLW5/PLL46qrror58+fHWWedFX/4h38Y5557bjz22GPN7j4AAAAwhKaGCMViMTZt2hRLlizpd3zJkiXxxBNPNDxn48aNg9pfccUV8fTTT0epVBrUvlqtxk9/+tP41a9+FYsXL+73Wm9vb/T09ERERE9PT/T29h7L7QAAAAB18s28WHd3d1Qqlejs7Ox3vLOzM3bs2NHwnB07djRsXy6Xo7u7O2bOnBkREXv27In3vve90dvbG7lcLu6555748Ic/3O+8u+++O772ta9FRMS8efPi1ltvjdtuu61ZtwcAEfHOv3eNgu6BCoVCdHR0jECPAABGRlNDhEQmk+n3c7VafVft649PmjQpHnvssdi/f3/87Gc/i1tvvTXmzJkTl19+ea3N8uXLY+nSpTFv3rzYsmVLTJ8+/VhvBQD66e7ujj//9n+NUuXw/7ZFRBRymfj85z4rSAAAThhNDRE6Ojoil8tFV1dXv+M7d+4cNNsg0dnZ2bB9Pp+PadOm1Y5ls9l4z3veExER73vf+2LLli3xZ3/2Z/1ChNbW1pg0aVJEvBM6tLa2NuW+ACBRKpWiVKnGJUs+FlMPEw683d0dT6z7caoZCwAAx4umhggtLS1x/vnnx/r16+Oqq66qHV+/fn1ceeWVDc+5+OKL45FHHul3bN26dbFw4cIoFApDvle1WlXzAIBRM7WjI6Z3zhztbgAAjKimL2e4+eab48Ybb4yFCxfGRRddFA8++GC8/vrrsWzZsoiIuP3222Pbtm3xne98JyIili1bFvfff3+sXLkyli5dGk8++WSsWbMmHnzwwdo177777li4cGHMnTs3isVi/J//83/iBz/4QXzjG99odvcBAACAITQ9RLjuuuti165dceedd8b27dvjnHPOibVr18bs2bMjImL79u2xdevWWvs5c+bE2rVrY+XKlbF69eo49dRT46677oqrr7661mb//v3xxS9+Md54440YN25cvPe9740HHnggrrvuumZ3HwAAABjCsBRWvOmmm+Kmm25q+Nr9998/6Nhll10WGzZsGPJ6t99+e9x+++1N6x8AAABw9LKj3QEAAADg+CBEAAAAAFIZluUMAHC86u7uPuy2jG+99dZRXe9o28No83cWgMMRIgDAv+ru7o4///Z/jVKleth2pb5q5Asth22TL7REqa8af/nQD5vZRRgRaf6OA3ByEiIAwL8qlUpRqlTjkiUfi6kdHUO2yxdaYsrUaYe91pSp0+KaTy2LcqnY7G7CsEvzdxyAk5MQAQAGmNrREdM7Zx7zdQzCAIATjcKKAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSscUjAAzwdnf3YV/PF1pSbd+4++1dUS4Vm9UtGDFp/44DcPIRIgDAvyoUClHIZeKJdT8+bLtSXzWu+dSyww6ydr+9K/73/++7Uchmmt1NGHZp/o4DcHISIgDAv+ro6IjPf+6zUSqVhmzz1ltvxV8+9MMjzjAol4pRyGbi49f9f2L69OnN7ioMm7R/xwE4OQkRAKBOR0dHU683ffr0mDlzZlOvCQAwWhRWBAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFLJNzpYLBZj3759US6XI5/Px8SJE6OlpWWk+wYAAACMIbUQoa+vL954443Ytm1bHDhwIMaNGxf5fD7K5XIcPHgwxo8fH6eddlqcfvrpkc2awAAAAAAnm1qI8OSTT0ZHR0fMnz8/Jk+eHJlMptaoWq3G3r17o6urK5588sm45JJLRqWzAAAAwOiphQjvf//7I59vuLohMplMtLe3R3t7e5TL5RHrHAAAADB21NYlDBUgDJS2HQAAAHBiaZgI7N+/P37961/Hvn37olKp9Hvt8ssvH5GOAQAAAGNLwxBh8+bNMX369JgzZ44iigAAAEBEHGaLx9/4jd/oV1wRAAAAOLk1nGYwe/bs2Lp160j3BQAAABjDGs5E6OzsjE2bNsWLL74YLS0t/V77wAc+MCIdAwAAAMaWhiHCL3/5yzjllFPilFNOiVwuN9J9AgAAAMagIWsivPe971UTAQAAAKhpWBPhjDPOiNdff32k+wIAAACMYQ1nInR1dcXBgwfjpZdeGlQT4dJLLx2RjgEAAABjS8MQ4eyzzx7pfgAAAABjXMMQYerUqSPdDwAAAGCMaxgi9Pb2xquvvhr79u2LSqXS77ULL7xwRDoGAAAAjC0NQ4TNmzdHW1tbnHbaaZHNNqy9CAAAAJxkGoYI+/fvj/e///22eAQAAABqGk4zmDlzZuzYsWOk+wIAAACMYQ1nIsydOzd+8YtfNNzi8YILLhiRjgEAAABjS8MQ4Ze//GVMmjQpTjnlFDURAAAAgIg4TE2ECy+8UE0EAAAAoGbImghvvfXWSPcFAAAAGMMazkQ4ePBgbN68OSZOnDioJsL5558/Ih0DAAAAxpaGIcLMmTNj5syZI90XAAAAYAxrGCKcdtppI90PAAAAYIyr1UR45ZVXolwuH7ZxuVyOl19+edg7BQAAAIw9tZkImUwmnnjiiWhvb48pU6bE+PHjI5fLRaVSif3798fbb78dPT09ccYZZ4xmfwEAAIBRUgsRzjzzzDjjjDNix44d0d3dHW+++WaUy+XI5/MxYcKEmDlzZvzWb/1WZLMNN3QAAAAATnD9aiJks1lFFQEAAICGTCsAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKvmhXti9e3f09PREpVLpd3zOnDnD3ScAAABgDGoYImzZsiW6urpi6tSptnQEAAAAImKIEGH79u1x8cUXR1tb20j3BwAAABijGk4zaGlpiVwuN9J9AQAAAMawhjMRTj/99Pinf/qnOOOMM6KlpaXfa+3t7SPSMQAAAGBsaRgivPbaaxHxTm2EeplMJj7wgQ8Mf68AAACAMadhiLB48eKR7gcAAAAwxg25xWO5XI7u7u7o7e2N1tbW6OjoiHx+yOYAAADACa5hKrBnz5545plnYvz48dHW1haHDh2KF154IX77t39bTQQAAAA4STUMEbZs2RLz5s2LmTNn1o51dXXFli1b4qKLLhqxzgEAAABjR8MtHg8cOBAzZszod6yzszMOHDiQ6qKrV6+OBQsWREdHRyxevDg2bNhw2PaPPvpoLF68ODo6OuLcc8+NBx54oN/rDz74YHzkIx+JWbNmxaxZs+LKK6+Mp556KlVfAAAAgOZoGCJMmDAh3njjjX7H3njjjZgwYcIRL/jQQw/FLbfcEitWrIgNGzbEokWL4pprromtW7c2bP/KK6/EtddeG4sWLYoNGzbE8uXLY8WKFfHwww/X2jz66KNx/fXXxyOPPBLr1q2LM844I37v934vtm3bdhS3CgAAAByLhssZzj777HjmmWfi1VdfrdVEqFarcd555x3xgvfdd1/ccMMNsXTp0oiIWLVqVfzkJz+JBx54IL7yla8Mav/d7343Zs2aFatWrYqIiPnz58fTTz8d3/zmN+Pqq6+OiIi/+Iu/GPQeDz/8cPzsZz+LT3ziE0dzvwAAAMC71DBEmDhxYixatCj27NlT252hvb09stmGExdqisVibNq0Kb70pS/1O75kyZJ44oknGp6zcePGWLJkSb9jV1xxRaxZsyZKpVIUCoVB5xw4cCBKpVJMnTq13/He3t7o6emJiIienp5obW2N1tbWw/YZAAAASGfIVCCbzcbUqVNj5syZMXXq1CMGCBER3d3dUalUorOzs9/xzs7O2LFjR8NzduzY0bB9ssVkI1/+8pfjtNNOiw996EP9jt99990xb968iIiYN29e3H333UfsMwAAAJBObSbCz3/+8/jgBz8YERHr168f8oQPf/jDR7xoJpPp93O1Wn1X7Qcej4i455574qGHHoof//jH0dbW1u+15cuXx9KlS2PevHmxZcuWmD59+hH7CgAAAKRTCxEuvvji2sFLL730XV2so6MjcrlcdHV19Tu+c+fOQbMNEp2dnQ3b5/P5mDZtWr/j9957b9x9993xt3/7t3HuuecOulZra2tMmjQpIiImTZpkKQMAAAA0UW2NQv2n+jt27Ihx48YN+hpqSUKipaUlzj///EEzGdavXx+XXHJJw3MuvvjiQe3XrVsXCxcu7FcP4Rvf+Eb86Z/+afzwhz+MhQsXpr9DAAAAoCkaFjp46aWXGjZ+5ZVXjnjBm2++Ob7//e/HmjVr4oUXXohbbrklXn/99Vi2bFlERNx+++1x44031tovW7Ystm7dGitXrowXXngh1qxZE2vWrIkvfOELtTb33HNPfPWrX41vf/vbceaZZ0ZXV1d0dXXFvn37juZeAQAAgGPQb3eGZFlBtVodtMTg4MGDkc833Myhn+uuuy527doVd955Z2zfvj3OOeecWLt2bcyePTsiIrZv3x5bt26ttZ8zZ06sXbs2Vq5cGatXr45TTz017rrrrtr2jhER3/nOd6JYLMYnP/nJfu916623xm233XZ0dwwAAAC8K/1Sgddffz0i3gkRkj8nWlpaYsGCBakuetNNN8VNN93U8LX7779/0LHLLrssNmzYMOT1nnvuuVTvCwAAAAyffiHCBRdcEBHvLGc466yzRqVDAAAAwNhUCxGKxWK0tLRERMSsWbOiWCw2PCFpAwAAAJxcaiHChg0b4kMf+lBERPzDP/zDkCdcccUVw98rAAAAYMyphQhJgBAhKAAAAAAGa7jF40C7d++OPXv2DHdfAAAAgDGsYYjw1FNPxe7duyMi4uWXX47NmzfH5s2b4+WXXx7JvgEAAABjSMMQYd++fdHe3h4R72z7eMEFF8RFF100aNtHAAAA4OSRH+qFarUa+/fvj1wuFxMmTIhqtRrlcnkk+wYAAACMIQ1DhI6Ojvinf/qnKBaLMWPGjIiI2L9/f7S2to5o5wAAAICxo2GIcM4558Sbb74ZmUwmTj311IiIKBaLcdZZZ41o5wAAAICxo2GIkMvlYtasWVEsFuPAgQPR0tIS06ZNG+m+AQAAAGNIwxCht7c3nn322Xj77bejUChEqVSKqVOnxoIFCyxpAAAAgJNUwxDh+eefjwkTJsR5550XuVwuKpVK/PrXv47nn38+fvu3f3uEuwgAAACMBQ23eNyzZ0/85m/+ZuRyuYh4Z3nDb/7mb8aePXtGtHMAAADA2NEwRCgUCtHT09PvWE9PTxQKhRHpFAAAADD2NFzO8J73vCc2bdoUnZ2d0dbWFocOHYodO3bE2WefPdL9AwAAAMaIhiHCjBkzYuLEidHV1RW9vb3R1tYW73//+2PixIkj3T8AAABgjGgYIkRETJgwIebOnRulUikKhUJkMpmR7BcAAAAwxjQMEYrFYrzwwguxc+fO2rFTTjkl5s2bZ4tHAAAAOEk1DBH++Z//Odra2uIDH/hArSbCSy+9FM8++2wsXLhwpPsIAAAAjAFDbvE4f/78aGtri4iItra2mD9/vi0eAQAA4CTWMESYOnVq7N69u9+x3bt3x9SpU0eiTwAAAMAY1HA5Qz6fj2eeeSamTp0ara2t0dvbG2+//XZ0dnbGCy+8UGs3f/78EesoAAAAMLoahgjjx4+POXPm1H5ua2uL9vb2keoTAAAAMAY1DBHOOuuske4HAAAAMMY1rIkAAAAAMJAQAQAAAEhFiAAAAACk0jBE2LFjR/T19Y10XwAAAIAxrGFhxVdffTWef/75OOWUU2LmzJkxderUyGQyI903AAAAYAxpGCJceOGFcejQodi+fXv8y7/8S5RKpejs7IxTTz01Jk+ePNJ9BAAAAMaAhiFCRERbW1vMmTMn5syZE3v27Innnnsutm7dGuPGjYvTTjstzjjjjMjnhzwdAAAAOMEMmQL09fXFW2+9FV1dXbFr166YMmVKnHXWWdHW1havvfZabNq0KS688MKR7CsAACPk7e7u0e7CScvvHhjLGoYIzz77bLz11lsxYcKEmDlzZsyfPz8KhULt9QULFsTPfvazkeojAAAjpFAoRCGXiSfW/Xi0u3JSK+Qy/f7/N8BY0TBEGD9+fFx00UUxbty4hidls9m47LLLhrVjAACMvI6Ojvj85z4bpVJptLtyUisUCtHR0THa3QAYpGGIMHfu3COeKBkFADgxGbwCMJTsaHcAAAAAOD4IEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhiVEWL16dSxYsCA6Ojpi8eLFsWHDhsO2f/TRR2Px4sXR0dER5557bjzwwAP9Xn/uuefiE5/4RJxzzjkxceLE+Na3vjUc3QYAAAAOo+khwkMPPRS33HJLrFixIjZs2BCLFi2Ka665JrZu3dqw/SuvvBLXXnttLFq0KDZs2BDLly+PFStWxMMPP1xrc/DgwZg7d2585StfiRkzZjS7ywAAAEAKTQ8R7rvvvrjhhhti6dKlMX/+/Fi1alWcfvrpg2YXJL773e/GrFmzYtWqVTF//vxYunRpfOpTn4pvfvObtTYXXHBB/Mmf/Elcf/310dra2uwuAwAAACk0NUQoFouxadOmWLJkSb/jS5YsiSeeeKLhORs3bhzU/oorroinn346SqVSM7sHAAAAHIN8My/W3d0dlUolOjs7+x3v7OyMHTt2NDxnx44dDduXy+Xo7u6OmTNnpn7/3t7e6OnpiYiInp6eaG1tNXMBGBO6u7sFoyeIt95666jab9++fZh6wmgoFArR0dEx2t0AgFHT1BAhkclk+v1crVbfVfuBx4/k7rvvjq997WsRETFv3ry49dZb47bbbjuqawA0W3d3d/z5t/9rlCqH/99Cjh+lvmrkCy2HbTNu/MQo9VXjrx7+2xHqFSOhkMvE5z/3WUECACetpoYIHR0dkcvloqurq9/xnTt3DpptkOjs7GzYPp/Px7Rp047q/ZcvXx5Lly6NefPmxZYtW2L69OlHdwMAw6BUKkWpUo1Llnwsphp4nBDyhZaYMvXw/0ZNmDgx/uP/97Nx8MC+EeoVw+3t7u54Yt2PzSoC4KTW1BChpaUlzj///Fi/fn1cddVVtePr16+PK6+8suE5F198cTzyyCP9jq1bty4WLlwYhULhqN6/tbU1Jk2aFBERkyZNspQBGFOmdnTE9M70S7Q4/k2YODEmTJw42t0AAGiapu/OcPPNN8f3v//9WLNmTbzwwgtxyy23xOuvvx7Lli2LiIjbb789brzxxlr7ZcuWxdatW2PlypXxwgsvxJo1a2LNmjXxhS98odamWCzG5s2bY/PmzVEsFmPbtm2xefPmePHFF5vdfQAAAGAITa+JcN1118WuXbvizjvvjO3bt8c555wTa9eujdmzZ0fEOwWmtm7dWms/Z86cWLt2baxcuTJWr14dp556atx1111x9dVX19q8+eabsWjRotrP9957b9x7772xePHi+Lu/+7tm3wIAAADQwLAUVrzpppvipptuavja/fffP+jYZZddFhs2bBjyemeeeWbs22dNKQAAAIympi9nAAAAAE5MQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAAAAUhEiAAAAAKkIEQAAAIBUhAgAAABAKkIEAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIZlhBh9erVsWDBgujo6IjFixfHhg0bDtv+0UcfjcWLF0dHR0ece+658cADDwxq8/DDD8cFF1wQ06ZNiwsuuCD+5m/+Zji6DgAAAAyh6SHCQw89FLfcckusWLEiNmzYEIsWLYprrrkmtm7d2rD9K6+8Etdee20sWrQoNmzYEMuXL48VK1bEww8/XGuzcePG+PSnPx0f//jH4/HHH4+Pf/zjccMNN8QvfvGLZncfAAAAGELTQ4T77rsvbrjhhli6dGnMnz8/Vq1aFaeffnrD2QUREd/97ndj1qxZsWrVqpg/f34sXbo0PvWpT8U3v/nNWptvfetb8eEPfziWL18e8+bNi+XLl8fv/M7vxLe+9a1mdx8AAAAYQlNDhGKxGJs2bYolS5b0O75kyZJ44oknGp6zcePGQe2vuOKKePrpp6NUKkVExJNPPtmwzcaNG5vYewAAAOBw8s28WHd3d1Qqlejs7Ox3vLOzM3bs2NHwnB07djRsXy6Xo7u7O2bOnBldXV0N23R1dfU71tvbGz09PRER0dPTE62trdHa2nqstwXQFG93d492F4Bj4BkGgCaHCIlMJtPv52q1+q7aDzw+sM3A1+++++742te+FhER8+bNi1tvvTVuu+221P0GGA6FQiEKuUw8se7Ho90V4BgVcpkoFAqj3Q0AGDVNDRE6Ojoil8sNmiGwc+fOQTMJEo1mFOzcuTPy+XxMmzYtIiJmzJgxaCZDo2suX748li5dGvPmzYstW7bE9OnTj/WWAI5ZR0dHfP5zn60t0QKOX4VCITo6Oka7GwAwapoaIrS0tMT5558f69evj6uuuqp2fP369XHllVc2POfiiy+ORx55pN+xdevWxcKFC2tJ/0UXXRTr16+Pm2++uV+biy++uN95ra2tMWnSpIiImDRpkqUMwJhh0AEAwImg6bsz3HzzzfH9738/1qxZEy+88ELccsst8frrr8eyZcsiIuL222+PG2+8sdZ+2bJlsXXr1li5cmW88MILsWbNmlizZk184QtfqLX53Oc+F+vWrYuvf/3rsWXLlvj6178eP/3pT+MP//APm919AAAAYAhNr4lw3XXXxa5du+LOO++M7du3xznnnBNr166N2bNnR0TE9u3bY+vWrbX2c+bMibVr18bKlStj9erVceqpp8Zdd90VV199da3NJZdcEt/73vfiq1/9atxxxx0xd+7c+P73vx8XXnhhs7sPAAAADCGzb9++w1c9PM7s3bs3TjvttNi2bVtMnjx5tLsDAAAAJ4ymL2cAAAAATkxCBAAAACAVIQIAAACQihABAAAASEWIAAAAAKQiRAAAAABSESIAAAAAqQgRAAAAgFSECAAAAEAq+dHuAAAAAKOjr68vDh48GMViMSqVSlSr1chms9HS0hLjxo2LfL7xkHH37t1RKpVi2rRpkcvljvp9K5VK7Nq1KwqFQkyZMiXVOTt37oxsNhsdHR1H/X6NHDp0KHp6eiIiIpfLxbRp04Zsm9xvRMT48eNjwoQJTelDM3V3d0dfX1+ccsopw/o+QgQAAICTULFYjL1790a1Wo1MJhOFQiEi3hngHzp0KA4dOjRmB8yJYrEYe/bsidbW1pg8efK7vk6lUolSqVT7HdTr6+urBQjNMlID/uEgRAAAADjJlEql2LNnT0S888n6+PHjI5PJ1F5PAoYDBw5EJpOJ8ePH9zt/0qRJtVkLI2Xq1Kn9+tgs+Xw+yuVy9Pb2NgwRDh061K/dyU5NBAAAgJNMMo0/mWkwcHDe0tJS+2R///79UalU+r2ey+Uin88Py6B+KPl8/l0tnUh73UOHDkW1Wh30em9vb2QymWhpaWn6ex+PzEQAAAA4iST1D7LZ7KAZBvVaWlqitbU1ent74+DBgzFx4sTaa0PVRKhUKnHgwIEolUpRqVQik8lENpuNQqFw2BoLA/uXzJJob2+vDd4H1kTYu3dv9Pb2RsQ7A/2dO3fWrnG0yzBaW1tr/a4PC8rlcpTL5WhrazviNZIlIOVyOarVauRyuWhra4tx48bVwpb6e0vuKVF/b8mSkoG1KgqFQowfPz7V73G4CBEAAABOIsnAu7W19YgzCZIQoVgsHvG6lUol3n777doAurW1NarVam1AXCgUjjj47e3tjb1790Ymk4n29vaGywsShUKhVq8gGWAnjnaQ3dbWFgcOHIhDhw71CxHqf1eHq4uwZ8+eKBaLkclkajM0SqVS7N+/P4rFYq14ZDabrf1Ok+sm6peGHDx4MA4ePBi5XK5frYrkv8WUKVNGLUgQIgAAAJxEkqUJaQahSZvk0/DDhQ7JcoAJEyYMmuEwcDnEUOf39PRENpuN9vb2I/Zv3LhxkcvlYs+ePVEoFI6psGKyPKO3t7fffR46dKi2W8VQIcKBAweiWCzW+pCEAdVqNfbu3RvFYjEOHjxYm4kxefLkWmHFofrc2tpau796ye9o3759qXe1aDY1EQAAAE4ifX19ERGpiiLWt2lUL6DRdRvNHsjlcoetZ3DgwIHo6emJXC43ap+yJ0sWklkCpVIp+vr6+s0WGKharcaBAwciIvoFCBERmUwmJk2aFBHvzCw4GoVCoeHvq62tLQqFQq1vo8FMBAAAAI7oSCFCMvDft29fTJgwIQqFQqrCi/v3748DBw5EPp+P9vb2Ed3xoV5ra2vs27cvDh06FG1tbbVdGQ5XDyGpf1AoFBr2O5vNRi6XSzWTY6BqtRq9vb2190h+/8msjqSuxUgTIgAAAJxEstlsVCqVVJ9k17c50oC1ra0tSqVS9Pb21ooHFgqFWlHFRueXSqUolUq1GgijFSBERG3ZQlLMsLe3t7bMYSjJ76dUKvUrkjhU27S7SyRbbB4uuDlSqDNchAgAAAAnkVwuF6VSKcrl8hHbJm1yudwRP0XPZDIxefLkKJVKUSwWawFBqVSKgwcPNiyUmAyqk10d6neAGA2tra1RLBajp6cnqtXqEXdlSAbyRwobIiL1LISklkK1Wo3x48dHa2trv99//a4Uo0GIAAAAcBJpaWmJQ4cORW9vb0yYMOGIxRKTc9JKZh9EvPPp+4EDB+LgwYOxb9++mDp1ar+22Ww2Jk+eHLt3767VDRjNICFZ0pAUUTxcPYSIf5udkcvljqmwY71SqRTVajVaWloablOZpkjlcFJYEQAA4CSSfLKdDPCHUiwWa1s7HukT+aFks9naQHiomQ/ZbDamTJkSuVyuFjakdTQ1BtJeL9n6sqWl5YjLD5K6D0db6DDpd6MlCcl1Gr13pVJJNYNkOAkRAAAATjLJrgEHDhyIAwcODBrMJmvyI96ZGZBmt4RDhw41HOAmQcThBuQDg4T9+/enuo9kJkAzP52fNGlSTJ8+Pdrb24/YNpPJxLhx42pLEBr1o1wu12Z0JA7X7+T31Nvb2y+Y6Ovri56enqO6l+FgOQMAAMBJplAoRHt7e+zdu7e2O0LyqXq5XK4NbsePHx/jxo1Ldc3e3t7o6emJbDYb+Xw+MplMv0/OG03Nr5cECbt3767NkDjSOcnWkeVyOd5+++1a7YCWlpYjLkVolgkTJtQKMe7atSvy+XxtpkdSwLKlpaXfbI6WlpYolUqxe/fuaGlpiUwmE5lMJiZOnFhbDlIqlWLXrl21pSFJAcqk+ONoESIAAACchFpaWmLatGlx8ODB6O3tHTQwnTx58lENxJMdGMrlcm1dfzabjdbW1hg3btygooqNZLPZaG9vjz179qQOEtrb22t1DJLAInnfkTJ58uTo7e2NgwcPRrlcjnK5HNlsNrLZbLS1tQ3qSzJ7IalNkfQ5qQfR3t4eBw4cqP13Se5nwoQJR7XcYzhk9u3bNzr7QgyTvXv3xmmnnRbbtm1rWmELAACAk8W+ffvi4MGDkcvlYsqUKaO67SJjj78NAAAA1EycODFaW1ujUqnEnj17Ghb/4+RlOQMAAAD9TJo0KfL5fFSr1SiVSke1xSMnNiECAAAA/WQymRg/fvxod4MxyHIGAAAAIBUhAgAAAJCKEAEAAABIRYgAAAAApCJEAAAAAFIRIgAAAACpCBEAAACAVIQIAAAAQCpCBIZNb29v/Mmf/En09vaOdldgVHkWwHMACc8CeA6Od5l9+/ZVR7sTzbRnz544/fTTY8uWLTFp0qTR7s5JraenJ+bNm+e/BSc9zwJ4DiDhWQDPwfFq0qRJkclkTrwQ4Y033oh58+aNdjcAAADghLFt27aYPHnyiRci9PX1xZtvvhkTJ06MTCYz2t05qUkY4R2eBfAcQMKzAJ6D41UyEyE/2h1ptmw2G6effvpod4OIaG1tjVtvvTWmT58era2to90dGDWeBfAcQMKzAJ6D490JNxMBAAAAGB52ZyC11atXx4IFC6KjoyMWL14cGzZsOGz7Rx99NBYvXhwdHR1x7rnnxgMPPDCozbe+9a04//zzY/r06TFv3ry45ZZb4tChQ8N1C9AUR/MsbN++Pf7Tf/pPcf7558ekSZPij//4jxu2e/jhh+OCCy6IadOmxQUXXBB/8zd/M1zdh6Zp9rPw4IMPxkc+8pGYNWtWzJo1K6688sp46qmnhvMW4JgNx78Jib/6q7+KiRMnxu///u83u9vQdMPxLOzevTu++MUvxnve857o6OiIhQsXxt///d8P1y2QkhCBVB566KG45ZZbYsWKFbFhw4ZYtGhRXHPNNbF169aG7V955ZW49tprY9GiRbFhw4ZYvnx5rFixIh5++OFam//5P/9nfPnLX45bb701/t//+3/x7W9/O9auXRu33377CN0VHL2jfRZ6e3tj+vTpsWLFivit3/qthm02btwYn/70p+PjH/94PP744/Hxj388brjhhvjFL34xnLcCx2Q4noVHH300rr/++njkkUdi3bp1ccYZZ8Tv/d7vxbZt24bzVuBdG47nIPHaa6/FbbfdFosWLRqOrkNTDcezUCwW46qrrorXXnst/vt//++xadOmuO++++K0004bzlshBcsZSOV3fud34rzzzot77723dmzhwoXxH/7Df4ivfOUrg9r/5//8n+NHP/pRPP3007VjX/jCF+Kf//mfY/369RER8aUvfSm2bNkSP/rRj2ptbr311njqqafi//7f/zuMdwPv3tE+C/U++tGPxvve975YtWpVv+M33HBD9PT0xA9/+MPasauvvjqmTJkS3/ve95raf2iW4XgWBqpUKjFr1qz4sz/7s/jEJz7RlH5DMw3Xc1CpVOKjH/1ofPKTn4zHHnss9uzZE//jf/yPpvcfmmU4noUHHngg7r333nj66aejUCgMS795d8xE4IiKxWJs2rQplixZ0u/4kiVL4oknnmh4zsaNGwe1v+KKK+Lpp5+OUqkUERGXXnppPPPMM7Wpqi+//HL8/d//fXz0ox8dhruAY/dunoU0nnzyyYbPy8aNG9/1NWE4DdezMNCBAweiVCrF1KlTm3ZNaJbhfA6+9rWvRUdHR3z6058+puvASBiuZ+GRRx6Jiy66KL74xS/G3Llz48ILL4y77rorKpXKsXaZY3TC7c5A83V3d0elUonOzs5+xzs7O2PHjh0Nz9mxY0fD9uVyObq7u2PmzJlx/fXXx1tvvRUf+chHolqtRrlcjs985jPxR3/0R8N2L3As3s2zkEZXV1fDa3Z1db3ra8JwGq5nYaAvf/nLcdppp8WHPvShpl0TmmW4noPHH3881qxZE4899tixdhFGxHA9Cy+//HL8/Oc/j//4H/9j/O///b/j17/+dfzRH/1RlMvluPXWW4+12xwDMxFILZPJ9Pu5Wj38Spih2ifH/+Ef/iHuuuuuuOeee+If//Ef4wc/+EH83d/9Xdx5551N7DU039E+C+9GtVod9D4w1gzns3DPPffEQw89FD/4wQ+ira2tadeFZmvmc9DT0xOf+cxn4r777ovp06cfa9dgRDX734RqtRqnnHJK/Pmf/3mcf/75cf3118eKFSsaFmtnZJmJwBF1dHRELpcb9Knozp07ByWOiUafou7cuTPy+XxMmzYtIiLuuOOO+PjHPx5Lly6NiIhzzz03Dhw4EJ///Ofjj//4jyOblXExtrybZyGNGTNmDErqj/WaMJyG61lI3HvvvXH33XfH3/7t38a55557zNeD4TAcz8HLL78cr776alx//fW1Y319fRER0d7eHps2bYqzzjrr3XcahsFw/v+jQqEQuVyudmzevHnR1dUVxWIxWlpa3vW1OTZGaRxRS0tLnH/++bWCiIn169fHJZdc0vCciy++eFD7devWxcKFC2uFUQ4ePDgoKMhms1GtVoflk104Vu/mWUjjoosuavi8XHzxxe/6mjCchutZiIj4xje+EX/6p38aP/zhD2PhwoXHdC0YTsPxHLz3ve+NjRs3xmOPPVb7+t3f/d24/PLL47HHHotZs2Y1o+vQVMP1b8Kll14aL730Ui1Ii4j41a9+FTNnzhQgjDIzEUjl5ptvjhtvvDEWLlwYF110UTz44IPx+uuvx7JlyyIi4vbbb49t27bFd77znYiIWLZsWdx///2xcuXKWLp0aTz55JOxZs2aePDBB2vX/NjHPhb33XdfvO9974sLL7wwXnrppfgv/+W/xL//9/++X+IIY8nRPgsREZs3b46IiP3798dbb70VmzdvjkKhEGeffXZERHzuc5+Lf/fv/l18/etfj9/93d+NH/3oR/HTn/7ULiWMacPxLNxzzz1xxx13xF/8xV/EmWeeWftUa8KECTFx4sQRvkM4smY/B21tbbFgwYJ+79He3h4RMeg4jCXD8W/CZz7zmfhv/+2/xYoVK+IP/uAP4sUXX4y77747PvvZz478DdKPEIFUrrvuuti1a1fceeedsX379jjnnHNi7dq1MXv27IiI2L59e799YOfMmRNr166NlStXxurVq+PUU0+Nu+66K66++upam1tuuSUymUzccccdsW3btpg+fXp87GMfi9tvv32kbw9SO9pnISL67fG9adOm+F//63/F7Nmz47nnnouIiEsuuSS+973vxVe/+tW44447Yu7cufH9738/LrzwwpG7MThKw/EsfOc734lisRif/OQn+5136623xm233TbMdwRHbzieAzgeDcezMGvWrPjrv/7rWLlyZVxyySVx2mmnxec+97n40pe+NHI3RkOZffv2mTcOAAAAHJGaCAAAAEAqQgQAAAAgFSECAAAAkIoQAQAAAEhFiAAAAACkIkQAAI7ZT3/60ygWiw1fO3ToUPz85z8flvd99dVX4+WXXx6WayfK5XI8/vjj0dfXN6zvAwDHA1s8AgBN9dRTT8WsWbNi5syZw/o+lUolHnvssbj00ksjn88P63v9y7/8S4wbNy7OOOOMYX0fABjrzEQAAI5LO3fujPb29mEPECIiZsyYEdu2bRv29wGAsW74/9UFAIbd/v3746mnnooLL7wwxo8fH3v27Ilf/vKXcckll0RLS0u/ti+++GIcPHgwyuVyvP3229He3h4LFiyI1tbWiIjo6uqKF198MYrFYkyZMiXOPvvsaG1tjUqlEs8991x0d3dHRMSECRPiwgsvjIiIn/zkJ3HZZZfFG2+8Ebt37469e/fG888/H3Pnzo0ZM2bE448/Hh/+8IcjImLfvn3x/PPPx/79+2PcuHExf/78aG9vj4iIf/zHf4zZs2fH66+/HsViMU499dSYN29ew3vu7u6OKVOm1H7etm1bbN++Pdra2qKrqyvGjx8f5513Xrzyyivx5ptvxoQJE+K8886L1tbW2LVrV7zwwgsxY8aM2Lp1a7S0tMT73ve+2LFjR7z22mu1nydOnBgREZMnT44DBw5EsVgc9PsEgJOJmQgAcAKYMGFCzJkzJ5599tmoVCrx7LPPxrx584Yc8HZ1dcUZZ5wRl19+ebS2tsaWLVsi4p0w4rnnnotzzjknLr/88hg3blw8++yzERHx5ptvRqVSicsuuywuv/zy+I3f+I1B1z3rrLNiypQpcc4558SHPvShmDNnTr/X+/r64plnnomZM2fG5ZdfHmeeeWY888wzUS6Xa2127twZ73//++OSSy6J7du3x9tvv93wHvbt2xfjx4/vd+ztt9+O6dOnxwc/+MFoa2uLp556KqZOnRof/OAHY9y4cfHKK6/U2h48eDAKhUJcfvnlMW3atHjmmWcil8vF5ZdfHqecckq8+OKLtbaZTCbGjRsX+/btG/o/AgCcBIQIAHCCmD17dmQymXjyySdj4sSJMWPGjCHbTp06NTo6OiKXy8V73vOe2LlzZ/T19UVXV1fMmDEjpkyZEtlsNt7znvfE22+/HcViMTKZTJRKpTh48GBks9mYOnXqUfdxz549kclk4owzzohsNhszZ86M8ePH12Y3JPfR0tISbW1tMXXq1CEH7uVyedBShokTJ0ZnZ2dks9k45ZRTIpfLxYwZM2o/118rn8/X+tHZ2RmlUilmz57dsG1ERC6Xi1KpdNT3DAAnEiECAJwgMplMnHrqqbF///6YPXv2YdsmSxeSP1er1SiVStHb2xttbW211/L5fBQKhejt7Y1TTz01pk2bFps3b45HH330Xe2KMPD6ERFtbW3R29tb+7l+9kQul4tKpdLwWvl8vt8MhoHnZrPZKBQK/X6uv1ahUIhMJlN7n4E/D3zfSqXS73oAcDISIgDACaJYLMaLL74YM2fOjF/96ldRrQ69AVP9oL23tzcymUwUCoVobW2NQ4cO1V6rVCpRKpWitbW1NjNh0aJFsXDhwti6dWvDpQbJQLyRgdePeGcLyPpQI62JEyfGgQMHjvq8d6NarcbBgwdrNRIA4GQlRACAE8SWLVtixowZsWDBgshkMvHqq68O2Xb37t3R3d0dfX198dJLL8X06dNr0/p37NgRe/bsib6+vvj1r38dU6ZMiZaWlti1a1fs27cvqtVq5PP5yGQyDQODlpaWQUFBor29ParVarz++uu15RMHDhyIjo6Oo77fjo6OIeslNNvevXtj3LhxiioCcNKzOwMAnAC6urpi7969cckll0Qmk4lzzjknfvGLX8Qpp5wSEyZMGNS+s7Mztm7dGps3b47JkyfHueeeGxHvfLo/f/78ePbZZ2u7MyxYsCAi3pnp8Pzzz0exWIx8Ph+nn356v90REmeccUY8++yz8corr8TcuXOjs7Oz9lo2m43zzjsvXnjhhfjVr35V20Hh3WzTeMopp8SvfvWrKJVKw77MoKurK04//fRhfQ8AOB5k9u3bN/RcRwDghJNs33j22WePdleO2auvvhp9fX0xd+7cYXuPcrkcv/jFL+Kiiy6KXC43bO8DAMcDMxEAgOPWmWeeOezvkc/n49JLLx329wGA44GaCAAAAEAqljMAAAAAqZiJAAAAAKQiRAAAAABS+f8D0gLDnRKeSw4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Screenshot the canvas only as a .png formatted file.\n",
    "gui.figure.savefig('shot.png')\n",
    "\n",
    "from IPython.display import Image, display\n",
    "_disp_ops = dict(width=500)\n",
    "display(Image('shot.png', **_disp_ops))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Closing the Qiskit Metal GUI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gui.main_window.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
